| Indicator | University Z-score | Average country Z-score |
|---|---|---|
|
Multi-affiliation
|
1.609 | 0.236 |
|
Retracted Output
|
-0.259 | -0.094 |
|
Institutional Self-Citation
|
0.545 | 0.385 |
|
Discontinued Journals Output
|
-0.073 | -0.231 |
|
Hyperauthored Output
|
-0.808 | -0.212 |
|
Leadership Impact Gap
|
0.522 | 0.199 |
|
Hyperprolific Authors
|
-1.413 | -0.739 |
|
Institutional Journal Output
|
-0.268 | 0.839 |
|
Redundant Output
|
-0.721 | -0.203 |
The Universidade Estadual de Goias demonstrates a solid and responsible scientific profile, reflected in an overall integrity score of -0.122. This performance indicates a general alignment with best practices, with notable strengths in controlling hyperprolific authorship, redundant publications, and the use of institutional journals, areas where the institution significantly outperforms national trends. However, areas requiring strategic attention include the rate of multiple affiliations, institutional self-citation, and the gap in impact between collaborative and institution-led research, which currently present a medium risk profile. These results are contextualized by the institution's strong positioning in key thematic areas, as evidenced by SCImago Institutions Rankings data, particularly in Arts and Humanities, Chemistry, Environmental Science, and Biochemistry, Genetics and Molecular Biology. To fully realize its mission of promoting socioeconomic transformation, it is crucial to address the identified risks. An over-reliance on internal validation (self-citation) or external leadership for impact could limit the "socialization of scientific knowledge" on a global scale. By reinforcing its internal research leadership and broadening its collaborative validation networks, the University can ensure its scientific excellence translates directly into the robust, independent, and socially impactful knowledge required to transform the reality of Goiás and Brazil.
The institution presents a Z-score of 1.609, while the national average is 0.236. Although both the institution and the country are in a medium-risk category, the university's score indicates a significantly higher exposure to this risk factor compared to its national peers. This suggests that the institution is more prone to practices that could be interpreted as strategic attempts to inflate institutional credit. While multiple affiliations are often a legitimate result of partnerships, the elevated rate here warrants a review to ensure that all affiliations are substantive and transparent, thereby safeguarding the institution's reputation against perceptions of “affiliation shopping.”
With a Z-score of -0.259, the institution shows a lower risk of retracted publications compared to the national average of -0.094. This prudent profile suggests that the university's quality control and supervision mechanisms are managed with greater rigor than the national standard. Retractions are complex events, but a low rate is a positive indicator of a healthy integrity culture. This result reflects robust pre-publication processes that effectively prevent the systemic failures or methodological weaknesses that can lead to retractions, reinforcing the reliability of the institution's scientific output.
The institution's Z-score for self-citation is 0.545, which is higher than the national average of 0.385. Both scores fall within a medium-risk range, but the university's higher value indicates a greater tendency toward internal citation patterns. This suggests a high exposure to the risk of creating scientific 'echo chambers,' where research is validated internally without sufficient external scrutiny. While a certain level of self-citation is natural, this elevated rate warns of potential endogamous impact inflation, where academic influence might be oversized by internal dynamics rather than by recognition from the global scientific community. A strategic focus on increasing external engagement is recommended.
The institution's Z-score of -0.073 is slightly higher than the national average of -0.231, though both remain at a low-risk level. This subtle difference points to an incipient vulnerability, suggesting that while the problem is not widespread, there are signals of publication in questionable channels that warrant review before they escalate. A high proportion of output in discontinued journals can pose a severe reputational risk by indicating a lack of due diligence in selecting dissemination media. Monitoring this indicator is important to ensure institutional resources are not wasted on 'predatory' or low-quality practices.
The institution demonstrates a Z-score of -0.808, significantly lower than the national average of -0.212. This prudent profile indicates that the university manages its authorship practices with more rigor than the national standard. The low rate of hyper-authored publications is a positive sign, suggesting that the institution effectively distinguishes between necessary large-scale collaboration and potential author list inflation. This fosters a culture of transparency and individual accountability, ensuring that authorship reflects genuine intellectual contribution.
With a Z-score of 0.522, the institution shows a wider impact gap than the national average of 0.199. Both are in a medium-risk category, but the university's higher score indicates a greater exposure to sustainability risks related to its scientific prestige. This suggests a significant dependency on external partners for high-impact publications, where the institution may not be exercising intellectual leadership. This pattern invites strategic reflection on whether the institution's excellence metrics are a result of its own structural capacity or its positioning in collaborations, highlighting a need to strengthen internal research leadership to ensure long-term, autonomous impact.
The institution's Z-score of -1.413 places it in the very low-risk category, a stronger position than the country's low-risk average of -0.739. This low-profile consistency, where the absence of risk signals is even more pronounced than the national standard, is a clear strength. It indicates a healthy balance between productivity and quality, steering clear of extreme publication volumes that can challenge the limits of meaningful intellectual contribution. This result suggests the institution effectively mitigates risks such as coercive authorship or the prioritization of metrics over the integrity of the scientific record.
The institution exhibits a Z-score of -0.268 (very low risk), in stark contrast to the national average of 0.839 (medium risk). This demonstrates a clear case of preventive isolation, where the university does not replicate the risk dynamics prevalent in its national environment. By avoiding excessive dependence on its own journals, the institution sidesteps potential conflicts of interest and the risk of academic endogamy. This commitment to external, independent peer review enhances the global visibility and credibility of its research, ensuring its output is validated through standard competitive channels.
With a Z-score of -0.721, the institution is in a very low-risk category, performing better than the national low-risk average of -0.203. This excellent result demonstrates a low-profile consistency and a strong commitment to research integrity. The near absence of this risk signal indicates that the institution effectively discourages the practice of 'salami slicing,' where studies are fragmented into minimal publishable units to inflate productivity. This focus on publishing coherent, significant contributions rather than maximizing volume strengthens the scientific record and reflects a culture that values substance over metrics.